Pandas Profiling Report

Dataset statistics

Number of variables	18
Number of observations	12330
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	72
Duplicate rows (%)	0.6%
Total size in memory	1.7 MiB
Average record size in memory	144.0 B

Variable types

Numeric	14
Categorical	2
Boolean	2

Warnings

Dataset has 72 (0.6%) duplicate rows	Duplicates
`ProductRelated_Duration` is highly correlated with `Informational_Duration` and 3 other fields	High correlation
`OperatingSystems` is highly correlated with `Browser` and 1 other fields	High correlation
`Browser` is highly correlated with `OperatingSystems` and 2 other fields	High correlation
`TrafficType` is highly correlated with `Browser`	High correlation
`Informational_Duration` is highly correlated with `ProductRelated_Duration` and 3 other fields	High correlation
`Informational` is highly correlated with `ProductRelated_Duration` and 2 other fields	High correlation
`ProductRelated` is highly correlated with `ProductRelated_Duration` and 4 other fields	High correlation
`VisitorType` is highly correlated with `OperatingSystems` and 1 other fields	High correlation
`Administrative` is highly correlated with `ProductRelated`	High correlation
`ExitRates` is highly correlated with `BounceRates`	High correlation
`Administrative_Duration` is highly correlated with `ProductRelated_Duration` and 2 other fields	High correlation
`BounceRates` is highly correlated with `ExitRates`	High correlation
`Administrative` has 5822 (47.2%) zeros	Zeros
`Administrative_Duration` has 5962 (48.4%) zeros	Zeros
`Informational` has 9737 (79.0%) zeros	Zeros
`Informational_Duration` has 9936 (80.6%) zeros	Zeros
`ProductRelated_Duration` has 886 (7.2%) zeros	Zeros
`BounceRates` has 5583 (45.3%) zeros	Zeros
`PageValues` has 9630 (78.1%) zeros	Zeros
`SpecialDay` has 11098 (90.0%) zeros	Zeros

Reproduction

Analysis started	2021-09-20 23:37:32.618508
Analysis finished	2021-09-20 23:38:08.040269
Duration	35.42 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

Administrative
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	27
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.294160584

Minimum	0
Maximum	27
Zeros	5822
Zeros (%)	47.2%
Negative	0
Negative (%)	0.0%
Memory size	96.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	9
Maximum	27
Range	27
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.311939233
Coefficient of variation (CV)	1.4436388
Kurtosis	4.761141897
Mean	2.294160584
Median Absolute Deviation (MAD)	1
Skewness	1.971903348
Sum	28287
Variance	10.96894148
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	5822	47.2%
1	1345	10.9%
2	1105	9.0%
3	909	7.4%
4	758	6.1%
5	567	4.6%
6	429	3.5%
7	336	2.7%
8	286	2.3%
9	223	1.8%
Other values (17)	550	4.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5822	47.2%
1	1345	10.9%
2	1105	9.0%
3	909	7.4%
4	758	6.1%
5	567	4.6%
6	429	3.5%
7	336	2.7%
8	286	2.3%
9	223	1.8%

Value	Count	Frequency (%)
27	1	< 0.1%
26	1	< 0.1%
24	4	< 0.1%
23	3	< 0.1%
22	4	< 0.1%
21	2	< 0.1%
20	2	< 0.1%
19	6	< 0.1%
18	11	0.1%
17	16	0.1%

Administrative_Duration
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	3313
Distinct (%)	26.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	80.05360237

Minimum	0
Maximum	3398.75
Zeros	5962
Zeros (%)	48.4%
Negative	0
Negative (%)	0.0%
Memory size	96.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	6
Q3	91.8125
95-th percentile	345.925
Maximum	3398.75
Range	3398.75
Interquartile range (IQR)	91.8125

Descriptive statistics

Standard deviation	176.0633061
Coefficient of variation (CV)	2.199317718
Kurtosis	51.18070004
Mean	80.05360237
Median Absolute Deviation (MAD)	6
Skewness	5.644288656
Sum	987060.9172
Variance	30998.28775
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5962	48.4%
4	56	0.5%
5	53	0.4%
7	45	0.4%
6	40	0.3%
11	40	0.3%
14	37	0.3%
9	35	0.3%
15	33	0.3%
10	32	0.3%
Other values (3303)	5997	48.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5962	48.4%
1.333333333	1	< 0.1%
2	15	0.1%
3	26	0.2%
3.5	4	< 0.1%
4	56	0.5%
4.333333333	1	< 0.1%
4.5	2	< 0.1%
4.75	1	< 0.1%
5	53	0.4%

Value	Count	Frequency (%)
3398.75	1	< 0.1%
2720.5	1	< 0.1%
2657.318056	1	< 0.1%
2629.253968	1	< 0.1%
2407.42381	1	< 0.1%
2156.166667	1	< 0.1%
2137.112745	1	< 0.1%
2086.75	1	< 0.1%
2047.234848	1	< 0.1%
1951.279141	1	< 0.1%

Informational
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	17
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.497242498

Minimum	0
Maximum	24
Zeros	9737
Zeros (%)	79.0%
Negative	0
Negative (%)	0.0%
Memory size	96.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	24
Range	24
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.265488237
Coefficient of variation (CV)	2.545012228
Kurtosis	27.39252069
Mean	0.497242498
Median Absolute Deviation (MAD)	0
Skewness	4.07480477
Sum	6131
Variance	1.601460479
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	9737	79.0%
1	1023	8.3%
2	719	5.8%
3	374	3.0%
4	221	1.8%
5	95	0.8%
6	78	0.6%
7	36	0.3%
9	15	0.1%
8	14	0.1%
Other values (7)	18	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9737	79.0%
1	1023	8.3%
2	719	5.8%
3	374	3.0%
4	221	1.8%
5	95	0.8%
6	78	0.6%
7	36	0.3%
8	14	0.1%
9	15	0.1%

Value	Count	Frequency (%)
24	1	< 0.1%
16	1	< 0.1%
14	2	< 0.1%
13	1	< 0.1%
12	5	< 0.1%
11	1	< 0.1%
10	7	0.1%
9	15	0.1%
8	14	0.1%
7	36	0.3%

Informational_Duration
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	1255
Distinct (%)	10.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.37813029

Minimum	0
Maximum	2549.375
Zeros	9936
Zeros (%)	80.6%
Negative	0
Negative (%)	0.0%
Memory size	96.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	194.775
Maximum	2549.375
Range	2549.375
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	140.6837643
Coefficient of variation (CV)	4.092245945
Kurtosis	76.47961598
Mean	34.37813029
Median Absolute Deviation (MAD)	0
Skewness	7.589505513
Sum	423882.3464
Variance	19791.92152
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9936	80.6%
9	32	0.3%
7	26	0.2%
6	26	0.2%
10	25	0.2%
13	23	0.2%
12	23	0.2%
8	22	0.2%
11	21	0.2%
16	21	0.2%
Other values (1245)	2175	17.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9936	80.6%
1	3	< 0.1%
1.5	1	< 0.1%
2	11	0.1%
2.5	1	< 0.1%
3	16	0.1%
3.5	1	< 0.1%
4	17	0.1%
5	18	0.1%
5.5	3	< 0.1%

Value	Count	Frequency (%)
2549.375	1	< 0.1%
2256.916667	1	< 0.1%
2252.033333	1	< 0.1%
2195.3	1	< 0.1%
2166.5	1	< 0.1%
2050.433333	1	< 0.1%
1949.166667	1	< 0.1%
1830.5	1	< 0.1%
1779.166667	1	< 0.1%
1778	1	< 0.1%

ProductRelated
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	310
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.47956204

Minimum	0
Maximum	705
Zeros	37
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	96.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	7
median	18
Q3	37
95-th percentile	109
Maximum	705
Range	705
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	44.47929593
Coefficient of variation (CV)	1.412957902
Kurtosis	31.26814218
Mean	31.47956204
Median Absolute Deviation (MAD)	13
Skewness	4.346476479
Sum	388143
Variance	1978.407766
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	747	6.1%
2	458	3.7%
3	453	3.7%
4	401	3.3%
6	389	3.2%
7	386	3.1%
5	376	3.0%
8	365	3.0%
10	326	2.6%
9	314	2.5%
Other values (300)	8115	65.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	37	0.3%
1	747	6.1%
2	458	3.7%
3	453	3.7%
4	401	3.3%
5	376	3.0%
6	389	3.2%
7	386	3.1%
8	365	3.0%
9	314	2.5%

Value	Count	Frequency (%)
705	1	< 0.1%
686	1	< 0.1%
584	1	< 0.1%
534	1	< 0.1%
518	1	< 0.1%
517	1	< 0.1%
501	1	< 0.1%
486	1	< 0.1%
470	1	< 0.1%
449	1	< 0.1%

ProductRelated_Duration
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	9450
Distinct (%)	76.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1178.780128

Minimum	0
Maximum	63973.52223
Zeros	886
Zeros (%)	7.2%
Negative	0
Negative (%)	0.0%
Memory size	96.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	174.5833333
median	586.6916667
Q3	1445.797348
95-th percentile	4269.849833
Maximum	63973.52223
Range	63973.52223
Interquartile range (IQR)	1271.214015

Descriptive statistics

Standard deviation	1899.140849
Coefficient of variation (CV)	1.611106944
Kurtosis	140.5636989
Mean	1178.780128
Median Absolute Deviation (MAD)	498.6916667
Skewness	7.325042995
Sum	14534358.97
Variance	3606735.963
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	886	7.2%
17	21	0.2%
11	17	0.1%
8	17	0.1%
15	16	0.1%
12	15	0.1%
19	15	0.1%
22	14	0.1%
13	14	0.1%
5	13	0.1%
Other values (9440)	11302	91.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	886	7.2%
0.5	1	< 0.1%
1	2	< 0.1%
2.333333333	1	< 0.1%
2.666666667	1	< 0.1%
3	5	< 0.1%
4	10	0.1%
5	13	0.1%
5.333333333	1	< 0.1%
6	5	< 0.1%

Value	Count	Frequency (%)
63973.52223	1	< 0.1%
43171.23338	1	< 0.1%
29970.46597	1	< 0.1%
27009.85943	1	< 0.1%
24844.1562	1	< 0.1%
23888.81	1	< 0.1%
23342.08205	1	< 0.1%
23050.10414	1	< 0.1%
21857.04648	1	< 0.1%
18504.12621	1	< 0.1%

BounceRates
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	1859
Distinct (%)	15.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02202550489

Minimum	0
Maximum	0.2
Zeros	5583
Zeros (%)	45.3%
Negative	0
Negative (%)	0.0%
Memory size	96.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.002898551
Q3	0.016666667
95-th percentile	0.2
Maximum	0.2
Range	0.2
Interquartile range (IQR)	0.016666667

Descriptive statistics

Standard deviation	0.04839063907
Coefficient of variation (CV)	2.19702746
Kurtosis	7.79077013
Mean	0.02202550489
Median Absolute Deviation (MAD)	0.002898551
Skewness	2.958928276
Sum	271.5744753
Variance	0.00234165395
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5583	45.3%
0.2	696	5.6%
0.066666667	133	1.1%
0.028571429	114	0.9%
0.05	112	0.9%
0.025	100	0.8%
0.033333333	98	0.8%
0.016666667	98	0.8%
0.1	97	0.8%
0.04	93	0.8%
Other values (1849)	5206	42.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5583	45.3%
2.73 × 10^-5	1	< 0.1%
3.35 × 10^-5	1	< 0.1%
3.83 × 10^-5	1	< 0.1%
3.94 × 10^-5	1	< 0.1%
7.09 × 10^-5	1	< 0.1%
7.27 × 10^-5	1	< 0.1%
7.5 × 10^-5	1	< 0.1%
8.01 × 10^-5	1	< 0.1%
8.08 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.2	696	5.6%
0.183333333	1	< 0.1%
0.18	5	< 0.1%
0.176923077	1	< 0.1%
0.175	1	< 0.1%
0.166666667	4	< 0.1%
0.164285714	1	< 0.1%
0.164230769	1	< 0.1%
0.161904762	1	< 0.1%
0.16	3	< 0.1%

ExitRates
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	4739
Distinct (%)	38.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.04460261209

Minimum	0
Maximum	0.2
Zeros	74
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	96.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0046371831
Q1	0.014285714
median	0.0256394085
Q3	0.05
95-th percentile	0.2
Maximum	0.2
Range	0.2
Interquartile range (IQR)	0.035714286

Descriptive statistics

Standard deviation	0.05073922355
Coefficient of variation (CV)	1.137584127
Kurtosis	3.472928937
Mean	0.04460261209
Median Absolute Deviation (MAD)	0.0143605915
Skewness	2.064342652
Sum	549.9502071
Variance	0.002574468806
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	821	6.7%
0.1	335	2.7%
0.05	323	2.6%
0.033333333	290	2.4%
0.066666667	266	2.2%
0.025	220	1.8%
0.04	213	1.7%
0.016666667	180	1.5%
0.02	164	1.3%
0.022222222	150	1.2%
Other values (4729)	9368	76.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	74	0.6%
0.000175593	1	< 0.1%
0.000250438	1	< 0.1%
0.000262123	1	< 0.1%
0.000263158	1	< 0.1%
0.000292398	1	< 0.1%
0.000409836	1	< 0.1%
0.000446429	1	< 0.1%
0.000468384	1	< 0.1%
0.000480769	1	< 0.1%

Value	Count	Frequency (%)
0.2	821	6.7%
0.192307692	1	< 0.1%
0.188888889	2	< 0.1%
0.186666667	4	< 0.1%
0.183333333	2	< 0.1%
0.181818182	1	< 0.1%
0.18034188	1	< 0.1%
0.18	3	< 0.1%
0.177777778	5	< 0.1%
0.175	6	< 0.1%

PageValues
Real number (ℝ_≥0)

ZEROS

Distinct	2674
Distinct (%)	21.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.817762304

Minimum	0
Maximum	361.7637419
Zeros	9630
Zeros (%)	78.1%
Negative	0
Negative (%)	0.0%
Memory size	96.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	37.65165768
Maximum	361.7637419
Range	361.7637419
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	18.47196969
Coefficient of variation (CV)	3.175098727
Kurtosis	66.80896392
Mean	5.817762304
Median Absolute Deviation (MAD)	0
Skewness	6.439459291
Sum	71733.00921
Variance	341.2136642
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9630	78.1%
53.988	6	< 0.1%
42.29306752	3	< 0.1%
12.55885714	2	< 0.1%
14.1273698	2	< 0.1%
54.98	2	< 0.1%
34.03997536	2	< 0.1%
58.9241766	2	< 0.1%
44.89345937	2	< 0.1%
10.99901844	2	< 0.1%
Other values (2664)	2677	21.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9630	78.1%
0.038034542	1	< 0.1%
0.067049546	1	< 0.1%
0.093546949	1	< 0.1%
0.098621403	1	< 0.1%
0.120699914	1	< 0.1%
0.129676893	1	< 0.1%
0.131837013	1	< 0.1%
0.139200623	1	< 0.1%
0.150650498	1	< 0.1%

Value	Count	Frequency (%)
361.7637419	1	< 0.1%
360.9533839	1	< 0.1%
287.9537928	1	< 0.1%
270.7846931	1	< 0.1%
261.4912857	1	< 0.1%
258.5498732	1	< 0.1%
255.5691579	1	< 0.1%
254.6071579	1	< 0.1%
246.7585902	1	< 0.1%
239.98	1	< 0.1%

SpecialDay
Real number (ℝ_≥0)

ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0603730738

Minimum	0
Maximum	1
Zeros	11098
Zeros (%)	90.0%
Negative	0
Negative (%)	0.0%
Memory size	96.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.6
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1971691711
Coefficient of variation (CV)	3.265846158
Kurtosis	10.14819349
Mean	0.0603730738
Median Absolute Deviation (MAD)	0
Skewness	3.335685077
Sum	744.4
Variance	0.03887568204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	11098	90.0%
0.6	345	2.8%
0.8	321	2.6%
0.4	241	2.0%
0.2	176	1.4%
1	149	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	11098	90.0%
0.2	176	1.4%
0.4	241	2.0%
0.6	345	2.8%
0.8	321	2.6%
1	149	1.2%

Value	Count	Frequency (%)
1	149	1.2%
0.8	321	2.6%
0.6	345	2.8%
0.4	241	2.0%
0.2	176	1.4%
0	11098	90.0%

Month
Categorical

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	96.5 KiB

May	3447
Nov	2969
Mar	1889
Dec	1710
Oct	545
Other values (5)	1770

Length

Max length	4
Median length	3
Mean length	3.023114355
Min length	3

Characters and Unicode

Total characters	37275
Distinct characters	22
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Feb
2nd row	Feb
3rd row	Feb
4th row	Feb
5th row	Feb

Common Values

Value	Count	Frequency (%)
May	3447	28.0%
Nov	2969	24.1%
Mar	1889	15.3%
Dec	1710	13.9%
Oct	545	4.4%
Sep	445	3.6%
Aug	431	3.5%
Jul	428	3.5%
June	285	2.3%
Feb	181	1.5%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
may	3447	28.0%
nov	2969	24.1%
mar	1889	15.3%
dec	1710	13.9%
oct	545	4.4%
sep	445	3.6%
aug	431	3.5%
jul	428	3.5%
june	285	2.3%
feb	181	1.5%

Most occurring characters

Value	Count	Frequency (%)
M	5336	14.3%
a	5336	14.3%
y	3447	9.2%
N	2969	8.0%
o	2969	8.0%
v	2969	8.0%
e	2621	7.0%
c	2255	6.0%
r	1889	5.1%
D	1710	4.6%
Other values (12)	5774	15.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	24945	66.9%
Uppercase Letter	12330	33.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	5336	21.4%
y	3447	13.8%
o	2969	11.9%
v	2969	11.9%
e	2621	10.5%
c	2255	9.0%
r	1889	7.6%
u	1144	4.6%
t	545	2.2%
p	445	1.8%
Other values (4)	1325	5.3%

Uppercase Letter

Value	Count	Frequency (%)
M	5336	43.3%
N	2969	24.1%
D	1710	13.9%
J	713	5.8%
O	545	4.4%
S	445	3.6%
A	431	3.5%
F	181	1.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	37275	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
M	5336	14.3%
a	5336	14.3%
y	3447	9.2%
N	2969	8.0%
o	2969	8.0%
v	2969	8.0%
e	2621	7.0%
c	2255	6.0%
r	1889	5.1%
D	1710	4.6%
Other values (12)	5774	15.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37275	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
M	5336	14.3%
a	5336	14.3%
y	3447	9.2%
N	2969	8.0%
o	2969	8.0%
v	2969	8.0%
e	2621	7.0%
c	2255	6.0%
r	1889	5.1%
D	1710	4.6%
Other values (12)	5774	15.5%

OperatingSystems
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.123682076

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	96.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	3
95-th percentile	3
Maximum	8
Range	7
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.9078913789
Coefficient of variation (CV)	0.4275081421
Kurtosis	10.64815984
Mean	2.123682076
Median Absolute Deviation (MAD)	0
Skewness	2.089678156
Sum	26185
Variance	0.8242667559
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
2	6661	54.0%
1	2554	20.7%
3	2532	20.5%
4	472	3.8%
8	79	0.6%
6	19	0.2%
7	7	0.1%
5	6	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2554	20.7%
2	6661	54.0%
3	2532	20.5%
4	472	3.8%
5	6	< 0.1%
6	19	0.2%
7	7	0.1%
8	79	0.6%

Value	Count	Frequency (%)
8	79	0.6%
7	7	0.1%
6	19	0.2%
5	6	< 0.1%
4	472	3.8%
3	2532	20.5%
2	6661	54.0%
1	2554	20.7%

Browser
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.355068938

Minimum	1
Maximum	13
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	96.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	2
95-th percentile	5
Maximum	13
Range	12
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.708867869
Coefficient of variation (CV)	0.7256126739
Kurtosis	12.87455361
Mean	2.355068938
Median Absolute Deviation (MAD)	0
Skewness	3.256636983
Sum	29038
Variance	2.920229393
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
2	8006	64.9%
1	2431	19.7%
4	731	5.9%
5	463	3.8%
6	174	1.4%
10	161	1.3%
8	134	1.1%
3	104	0.8%
13	60	0.5%
7	49	0.4%
Other values (3)	17	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2431	19.7%
2	8006	64.9%
3	104	0.8%
4	731	5.9%
5	463	3.8%
6	174	1.4%
7	49	0.4%
8	134	1.1%
9	1	< 0.1%
10	161	1.3%

Value	Count	Frequency (%)
13	60	0.5%
12	10	0.1%
11	6	< 0.1%
10	161	1.3%
9	1	< 0.1%
8	134	1.1%
7	49	0.4%
6	174	1.4%
5	463	3.8%
4	731	5.9%

Region
Real number (ℝ_≥0)

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.124736415

Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	96.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	3
Q3	4
95-th percentile	8
Maximum	9
Range	8
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.398599021
Coefficient of variation (CV)	0.767616433
Kurtosis	-0.1246812208
Mean	3.124736415
Median Absolute Deviation (MAD)	2
Skewness	0.9962871157
Sum	38528
Variance	5.753277264
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
1	4859	39.4%
3	2373	19.2%
4	1170	9.5%
2	1127	9.1%
6	798	6.5%
7	755	6.1%
9	504	4.1%
8	429	3.5%
5	315	2.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	4859	39.4%
2	1127	9.1%
3	2373	19.2%
4	1170	9.5%
5	315	2.6%
6	798	6.5%
7	755	6.1%
8	429	3.5%
9	504	4.1%

Value	Count	Frequency (%)
9	504	4.1%
8	429	3.5%
7	755	6.1%
6	798	6.5%
5	315	2.6%
4	1170	9.5%
3	2373	19.2%
2	1127	9.1%
1	4859	39.4%

TrafficType
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	20
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.044120032

Minimum	1
Maximum	20
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	96.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	4
95-th percentile	13
Maximum	20
Range	19
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	4.012087329
Coefficient of variation (CV)	0.9920791906
Kurtosis	3.584535946
Mean	4.044120032
Median Absolute Deviation (MAD)	1
Skewness	1.986428472
Sum	49864
Variance	16.09684473
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
2	4020	32.6%
1	2426	19.7%
3	2020	16.4%
4	1054	8.5%
13	725	5.9%
10	444	3.6%
6	441	3.6%
8	336	2.7%
5	257	2.1%
11	245	2.0%
Other values (10)	362	2.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2426	19.7%
2	4020	32.6%
3	2020	16.4%
4	1054	8.5%
5	257	2.1%
6	441	3.6%
7	39	0.3%
8	336	2.7%
9	42	0.3%
10	444	3.6%

Value	Count	Frequency (%)
20	198	1.6%
19	17	0.1%
18	10	0.1%
17	1	< 0.1%
16	3	< 0.1%
15	38	0.3%
14	13	0.1%
13	725	5.9%
12	1	< 0.1%
11	245	2.0%

VisitorType
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	96.5 KiB

Returning_Visitor	10563
New_Visitor	1682
Other	85

Length

Max length	17
Median length	17
Mean length	16.09878345
Min length	5

Characters and Unicode

Total characters	198498
Distinct characters	16
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Returning_Visitor
2nd row	Returning_Visitor
3rd row	Returning_Visitor
4th row	Returning_Visitor
5th row	Returning_Visitor

Common Values

Value	Count	Frequency (%)
Returning_Visitor	10563	85.7%
New_Visitor	1682	13.6%
Other	85	0.7%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
returning_visitor	10563	85.7%
new_visitor	1682	13.6%
other	85	0.7%

Most occurring characters

Value	Count	Frequency (%)
i	35053	17.7%
t	22893	11.5%
r	22893	11.5%
n	21126	10.6%
e	12330	6.2%
_	12245	6.2%
V	12245	6.2%
s	12245	6.2%
o	12245	6.2%
R	10563	5.3%
Other values (6)	24660	12.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	161678	81.5%
Uppercase Letter	24575	12.4%
Connector Punctuation	12245	6.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	35053	21.7%
t	22893	14.2%
r	22893	14.2%
n	21126	13.1%
e	12330	7.6%
s	12245	7.6%
o	12245	7.6%
u	10563	6.5%
g	10563	6.5%
w	1682	1.0%

Uppercase Letter

Value	Count	Frequency (%)
V	12245	49.8%
R	10563	43.0%
N	1682	6.8%
O	85	0.3%

Connector Punctuation

Value	Count	Frequency (%)
_	12245	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	186253	93.8%
Common	12245	6.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	35053	18.8%
t	22893	12.3%
r	22893	12.3%
n	21126	11.3%
e	12330	6.6%
V	12245	6.6%
s	12245	6.6%
o	12245	6.6%
R	10563	5.7%
u	10563	5.7%
Other values (5)	14097	7.6%

Common

Value	Count	Frequency (%)
_	12245	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	198498	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	35053	17.7%
t	22893	11.5%
r	22893	11.5%
n	21126	10.6%
e	12330	6.2%
_	12245	6.2%
V	12245	6.2%
s	12245	6.2%
o	12245	6.2%
R	10563	5.3%
Other values (6)	24660	12.4%

Weekend
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	12.2 KiB

False	9486
True	2844

Common Values
Chart

Value	Count	Frequency (%)
False	9486	76.9%
True	2844	23.1%

Revenue
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	12.2 KiB

False	10422
True	1908

Common Values
Chart

Value	Count	Frequency (%)
False	10422	84.5%
True	1908	15.5%

Phik (φk)
Cramér's V (φc)

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Administrative	ProductRelated	ProductRelated_Duration	BounceRates	ExitRates	SpecialDay	Month	OperatingSystems	Browser	Region	TrafficType	VisitorType	Weekend	Revenue
0	0.0	1.0	0.0	0.2	0.2	0.0	Feb	1.0	1.0	1.0	1.0	Returning_Visitor	False	False
1	0.0	2.0	64.0	0.0	0.1	0.0	Feb	2.0	2.0	1.0	2.0	Returning_Visitor	False	False
2	0.0	1.0	0.0	0.0	0.2	0.0	Feb	4.0	1.0	9.0	3.0	Returning_Visitor	False	False
3	0.0	2.0	2.666667	0.05	0.14	0.0	Feb	3.0	2.0	2.0	4.0	Returning_Visitor	False	False
4	0.0	10.0	627.5	0.02	0.05	0.0	Feb	3.0	3.0	1.0	4.0	Returning_Visitor	True	False
5	0.0	19.0	154.216667	0.015789	0.024561	0.0	Feb	2.0	2.0	1.0	3.0	Returning_Visitor	False	False
6	0.0	1.0	0.0	0.2	0.2	0.4	Feb	2.0	4.0	3.0	3.0	Returning_Visitor	False	False
7	1.0	0.0	0.0	0.2	0.2	0.0	Feb	1.0	2.0	1.0	5.0	Returning_Visitor	True	False
8	0.0	2.0	37.0	0.0	0.1	0.8	Feb	2.0	2.0	2.0	3.0	Returning_Visitor	False	False
9	0.0	3.0	738.0	0.0	0.022222	0.4	Feb	2.0	4.0	1.0	2.0	Returning_Visitor	False	False

Last rows

	Administrative	Administrative_Duration	Informational	ProductRelated	ProductRelated_Duration	BounceRates	ExitRates	PageValues	Month	OperatingSystems	Browser	Region	TrafficType	VisitorType	Weekend	Revenue
12320	0.0	0.0	0.0	8.0	143.583333	0.014286	0.05	0.0	Nov	2.0	2.0	3.0	1.0	Returning_Visitor	False	False
12321	0.0	0.0	0.0	6.0	0.0	0.2	0.2	0.0	Nov	1.0	8.0	4.0	1.0	Returning_Visitor	False	False
12322	6.0	76.25	0.0	22.0	1075.25	0.0	0.004167	0.0	Dec	2.0	2.0	4.0	2.0	Returning_Visitor	False	False
12323	2.0	64.75	0.0	44.0	1157.97619	0.0	0.013953	0.0	Nov	2.0	2.0	1.0	10.0	Returning_Visitor	False	False
12324	0.0	0.0	1.0	16.0	503.0	0.0	0.037647	0.0	Nov	2.0	2.0	1.0	1.0	Returning_Visitor	False	False
12325	3.0	145.0	0.0	53.0	1783.791667	0.007143	0.029031	12.241717	Dec	4.0	6.0	1.0	1.0	Returning_Visitor	True	False
12326	0.0	0.0	0.0	5.0	465.75	0.0	0.021333	0.0	Nov	3.0	2.0	1.0	8.0	Returning_Visitor	True	False
12327	0.0	0.0	0.0	6.0	184.25	0.083333	0.086667	0.0	Nov	3.0	2.0	1.0	13.0	Returning_Visitor	True	False
12328	4.0	75.0	0.0	15.0	346.0	0.0	0.021053	0.0	Nov	2.0	2.0	3.0	11.0	Returning_Visitor	False	False
12329	0.0	0.0	0.0	3.0	21.25	0.0	0.066667	0.0	Nov	3.0	2.0	1.0	2.0	New_Visitor	True	False

Most frequently occurring

	ProductRelated	BounceRates	ExitRates	Month	OperatingSystems	Browser	Region	TrafficType	VisitorType	Weekend	Revenue	# duplicates
23	1.0	0.2	0.2	Mar	2.0	2.0	1.0	1.0	Returning_Visitor	False	False	15
32	1.0	0.2	0.2	Mar	3.0	2.0	3.0	1.0	Returning_Visitor	False	False	8
39	1.0	0.2	0.2	May	2.0	2.0	1.0	3.0	Returning_Visitor	False	False	7
34	1.0	0.2	0.2	May	1.0	1.0	1.0	3.0	Returning_Visitor	False	False	6
12	1.0	0.2	0.2	Dec	8.0	13.0	9.0	20.0	Other	False	False	5
28	1.0	0.2	0.2	Mar	2.0	4.0	1.0	1.0	Returning_Visitor	False	False	4
37	1.0	0.2	0.2	May	1.0	1.0	4.0	3.0	Returning_Visitor	False	False	4
2	1.0	0.2	0.2	Dec	1.0	1.0	4.0	1.0	Returning_Visitor	True	False	3
4	1.0	0.2	0.2	Dec	2.0	2.0	1.0	1.0	Returning_Visitor	False	False	3
6	1.0	0.2	0.2	Dec	2.0	2.0	1.0	13.0	Returning_Visitor	False	False	3

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequently occurring